| Best model | name | model_type | metric_type | metric_value | train_time |
|---|---|---|---|---|---|
| 1_Baseline | Baseline | rmse | 224427 | 0.44 | |
| 2_Default_LightGBM | LightGBM | rmse | 20231.9 | 10.17 | |
| 3_Default_Xgboost | Xgboost | rmse | 18730.7 | 4.05 | |
| 4_Default_CatBoost | CatBoost | rmse | 18662.4 | 23.92 | |
| 5_Default_RandomForest | Random Forest | rmse | 30872.6 | 5.62 | |
| 6_Default_ExtraTrees | Extra Trees | rmse | 29627.9 | 3.03 | |
| 16_LightGBM | LightGBM | rmse | 18876.1 | 2.03 | |
| 7_Xgboost | Xgboost | rmse | 19778.1 | 3.18 | |
| 25_CatBoost | CatBoost | rmse | 18955.9 | 28.84 | |
| 34_RandomForest | Random Forest | rmse | 28720 | 2.23 | |
| 43_ExtraTrees | Extra Trees | rmse | 30706.8 | 3.62 | |
| 17_LightGBM | LightGBM | rmse | 19692.4 | 2.05 | |
| 8_Xgboost | Xgboost | rmse | 19865.9 | 3 | |
| 26_CatBoost | CatBoost | rmse | 20977.1 | 30.11 | |
| 35_RandomForest | Random Forest | rmse | 36339.9 | 3.29 | |
| 44_ExtraTrees | Extra Trees | rmse | 34706.7 | 4.78 | |
| 18_LightGBM | LightGBM | rmse | 19208 | 3.34 | |
| 9_Xgboost | Xgboost | rmse | 18690.7 | 2.13 | |
| 27_CatBoost | CatBoost | rmse | 19979.3 | 26.96 | |
| 36_RandomForest | Random Forest | rmse | 26551.3 | 2.56 | |
| 45_ExtraTrees | Extra Trees | rmse | 24831.2 | 5.59 | |
| 19_LightGBM | LightGBM | rmse | 21039.4 | 4.85 | |
| 10_Xgboost | Xgboost | rmse | 20136.7 | 2.23 | |
| 28_CatBoost | CatBoost | rmse | 24195.6 | 7.93 | |
| 37_RandomForest | Random Forest | rmse | 27180.4 | 7.37 | |
| 46_ExtraTrees | Extra Trees | rmse | 25686.7 | 3.45 | |
| 20_LightGBM | LightGBM | rmse | 20632.4 | 1.76 | |
| 11_Xgboost | Xgboost | rmse | 19374.2 | 2.15 | |
| 29_CatBoost | CatBoost | rmse | 20066.1 | 15.91 | |
| 38_RandomForest | Random Forest | rmse | 23939.4 | 2.95 | |
| 47_ExtraTrees | Extra Trees | rmse | 23606.9 | 5.2 | |
| 21_LightGBM | LightGBM | rmse | 18923.2 | 3.65 | |
| 12_Xgboost | Xgboost | rmse | 18492.3 | 2.11 | |
| 30_CatBoost | CatBoost | rmse | 20094.8 | 11.78 | |
| 39_RandomForest | Random Forest | rmse | 26576.7 | 5.19 | |
| 48_ExtraTrees | Extra Trees | rmse | 23898.4 | 3.51 | |
| 22_LightGBM | LightGBM | rmse | 19927.3 | 1.98 | |
| 13_Xgboost | Xgboost | rmse | 18061.5 | 3.13 | |
| 31_CatBoost | CatBoost | rmse | 19253.6 | 74.34 | |
| 40_RandomForest | Random Forest | rmse | 30217.1 | 6.63 | |
| 49_ExtraTrees | Extra Trees | rmse | 30895.6 | 3.95 | |
| 23_LightGBM | LightGBM | rmse | 18698.5 | 3.42 | |
| 14_Xgboost | Xgboost | rmse | 19439.3 | 2.12 | |
| 32_CatBoost | CatBoost | rmse | 21205.8 | 21.69 | |
| 41_RandomForest | Random Forest | rmse | 29723 | 3.33 | |
| 50_ExtraTrees | Extra Trees | rmse | 30456.9 | 3.92 | |
| 24_LightGBM | LightGBM | rmse | 18649.2 | 3.4 | |
| 15_Xgboost | Xgboost | rmse | 19118.3 | 3.53 | |
| 33_CatBoost | CatBoost | rmse | 17947.9 | 91.97 | |
| 42_RandomForest | Random Forest | rmse | 21914.6 | 6.59 | |
| 51_ExtraTrees | Extra Trees | rmse | 23076.9 | 10.8 | |
| 13_Xgboost_categorical_mix | Xgboost | rmse | 18022.5 | 3.91 | |
| 33_CatBoost_GoldenFeatures | CatBoost | rmse | 16944.9 | 70.69 | |
| 13_Xgboost_categorical_mix_GoldenFeatures | Xgboost | rmse | 17101.9 | 5.04 | |
| 13_Xgboost_GoldenFeatures | Xgboost | rmse | 17295.2 | 4.64 | |
| 33_CatBoost_KMeansFeatures | CatBoost | rmse | 17341.9 | 139.25 | |
| 13_Xgboost_categorical_mix_KMeansFeatures | Xgboost | rmse | 18067.3 | 6.51 | |
| 13_Xgboost_KMeansFeatures | Xgboost | rmse | 18164 | 4.93 | |
| 33_CatBoost_GoldenFeatures_RandomFeature | CatBoost | rmse | 16618.2 | 52.24 | |
| 33_CatBoost_GoldenFeatures_SelectedFeatures | CatBoost | rmse | 16913.2 | 71.12 | |
| 13_Xgboost_categorical_mix_GoldenFeatures_SelectedFeatures | Xgboost | rmse | 16692.8 | 5.82 | |
| 24_LightGBM_SelectedFeatures | LightGBM | rmse | 19005.8 | 2.49 | |
| 42_RandomForest_SelectedFeatures | Random Forest | rmse | 21880 | 4.98 | |
| 51_ExtraTrees_SelectedFeatures | Extra Trees | rmse | 23159.3 | 4.22 | |
| 52_Xgboost_GoldenFeatures_SelectedFeatures | Xgboost | rmse | 17398 | 5.91 | |
| 53_CatBoost_GoldenFeatures_SelectedFeatures | CatBoost | rmse | 16791.3 | 57.34 | |
| 54_CatBoost_GoldenFeatures_SelectedFeatures | CatBoost | rmse | 17326.2 | 107.31 | |
| 55_CatBoost_GoldenFeatures | CatBoost | rmse | 16757.1 | 51.38 | |
| 56_CatBoost_GoldenFeatures | CatBoost | rmse | 17372.1 | 96.87 | |
| 57_Xgboost_GoldenFeatures | Xgboost | rmse | 17658.8 | 6.86 | |
| 58_Xgboost_GoldenFeatures | Xgboost | rmse | 17357.4 | 7.35 | |
| 59_CatBoost | CatBoost | rmse | 17468.5 | 43.68 | |
| 60_CatBoost | CatBoost | rmse | 17698.4 | 180.05 | |
| 61_LightGBM | LightGBM | rmse | 18649.2 | 3.59 | |
| 62_LightGBM | LightGBM | rmse | 18698.5 | 3.57 | |
| 63_LightGBM | LightGBM | rmse | 18698.5 | 3.56 | |
| 64_LightGBM | LightGBM | rmse | 18876.1 | 2.41 | |
| 65_RandomForest_SelectedFeatures | Random Forest | rmse | 22115.9 | 5.18 | |
| 66_RandomForest | Random Forest | rmse | 21809.6 | 8.82 | |
| 67_ExtraTrees | Extra Trees | rmse | 22542.3 | 4.73 | |
| 68_ExtraTrees_SelectedFeatures | Extra Trees | rmse | 23128.7 | 2.66 | |
| 69_ExtraTrees | Extra Trees | rmse | 23578.8 | 7.24 | |
| 70_ExtraTrees | Extra Trees | rmse | 23482.8 | 4.62 | |
| 71_RandomForest | Random Forest | rmse | 24538.4 | 4.96 | |
| 72_RandomForest | Random Forest | rmse | 24949.1 | 3.22 | |
| 73_Xgboost_GoldenFeatures_SelectedFeatures | Xgboost | rmse | 16842.5 | 5.13 | |
| 74_Xgboost_GoldenFeatures_SelectedFeatures | Xgboost | rmse | 16984.1 | 6.16 | |
| 75_CatBoost_GoldenFeatures | CatBoost | rmse | 16629.1 | 40.05 | |
| 76_CatBoost_GoldenFeatures_SelectedFeatures | CatBoost | rmse | 16308.2 | 42.93 | |
| 77_Xgboost_GoldenFeatures | Xgboost | rmse | 16901.7 | 5.92 | |
| 78_Xgboost_GoldenFeatures | Xgboost | rmse | 17148.1 | 5.2 | |
| 79_Xgboost_GoldenFeatures | Xgboost | rmse | 16560.7 | 5.33 | |
| 80_Xgboost_GoldenFeatures | Xgboost | rmse | 17231 | 6.65 | |
| 81_LightGBM | LightGBM | rmse | 18033.2 | 3 | |
| 82_LightGBM | LightGBM | rmse | 18567.9 | 3.06 | |
| 83_LightGBM | LightGBM | rmse | 18033.2 | 3.02 | |
| 84_LightGBM | LightGBM | rmse | 18567.9 | 3.05 | |
| 85_LightGBM | LightGBM | rmse | 19046 | 2.54 | |
| 86_RandomForest | Random Forest | rmse | 21940.7 | 10.61 | |
| 87_ExtraTrees | Extra Trees | rmse | 22604.4 | 5.25 | |
| 88_ExtraTrees_SelectedFeatures | Extra Trees | rmse | 22535.7 | 4.79 | |
| the best | Ensemble | Ensemble | rmse | 15441.6 | 15.69 |
rmse
1.9 seconds
| Metric | Score |
|---|---|
| MAE | 13750.6 |
| MSE | 4.05489e+08 |
| RMSE | 20136.7 |
| R2 | 0.991949 |
| MAPE | 0.0499059 |
rmse
1.7 seconds
| Metric | Score |
|---|---|
| MAE | 13231.4 |
| MSE | 3.75361e+08 |
| RMSE | 19374.2 |
| R2 | 0.992547 |
| MAPE | 0.0490204 |
rmse
1.7 seconds
| Metric | Score |
|---|---|
| MAE | 12750.6 |
| MSE | 3.41966e+08 |
| RMSE | 18492.3 |
| R2 | 0.99321 |
| MAPE | 0.0465589 |
rmse
2.7 seconds
| Metric | Score |
|---|---|
| MAE | 12525.7 |
| MSE | 3.26218e+08 |
| RMSE | 18061.5 |
| R2 | 0.993523 |
| MAPE | 0.0458903 |
rmse
3.5 seconds
| Metric | Score |
|---|---|
| MAE | 12297 |
| MSE | 3.24812e+08 |
| RMSE | 18022.5 |
| R2 | 0.993551 |
| MAPE | 0.0444417 |
rmse
4.6 seconds
| Metric | Score |
|---|---|
| MAE | 11917 |
| MSE | 2.92474e+08 |
| RMSE | 17101.9 |
| R2 | 0.994193 |
| MAPE | 0.0434164 |
rmse
5.4 seconds
| Metric | Score |
|---|---|
| MAE | 11696.3 |
| MSE | 2.78649e+08 |
| RMSE | 16692.8 |
| R2 | 0.994468 |
| MAPE | 0.0424588 |
rmse
6.1 seconds
| Metric | Score |
|---|---|
| MAE | 12430.5 |
| MSE | 3.26427e+08 |
| RMSE | 18067.3 |
| R2 | 0.993519 |
| MAPE | 0.0454615 |
rmse
4.2 seconds
| Metric | Score |
|---|---|
| MAE | 12338.2 |
| MSE | 2.99123e+08 |
| RMSE | 17295.2 |
| R2 | 0.994061 |
| MAPE | 0.0438489 |
rmse
4.5 seconds
| Metric | Score |
|---|---|
| MAE | 12464.7 |
| MSE | 3.2993e+08 |
| RMSE | 18164 |
| R2 | 0.993449 |
| MAPE | 0.0462453 |
rmse
1.7 seconds
| Metric | Score |
|---|---|
| MAE | 13086.9 |
| MSE | 3.77885e+08 |
| RMSE | 19439.3 |
| R2 | 0.992497 |
| MAPE | 0.0485248 |
rmse
3.1 seconds
| Metric | Score |
|---|---|
| MAE | 12961.2 |
| MSE | 3.65509e+08 |
| RMSE | 19118.3 |
| R2 | 0.992743 |
| MAPE | 0.0471714 |
rmse
1.7 seconds
| Metric | Score |
|---|---|
| MAE | 12736.3 |
| MSE | 3.56306e+08 |
| RMSE | 18876.1 |
| R2 | 0.992926 |
| MAPE | 0.0475962 |
rmse
1.7 seconds
| Metric | Score |
|---|---|
| MAE | 13567.7 |
| MSE | 3.87792e+08 |
| RMSE | 19692.4 |
| R2 | 0.992301 |
| MAPE | 0.0496117 |
rmse
3.0 seconds
| Metric | Score |
|---|---|
| MAE | 12810.7 |
| MSE | 3.68947e+08 |
| RMSE | 19208 |
| R2 | 0.992675 |
| MAPE | 0.0459804 |
rmse
4.5 seconds
| Metric | Score |
|---|---|
| MAE | 13975.5 |
| MSE | 4.42658e+08 |
| RMSE | 21039.4 |
| R2 | 0.991211 |
| MAPE | 0.0502725 |
rmse
0.2 seconds
| Metric | Score |
|---|---|
| MAE | 199845 |
| MSE | 5.03675e+10 |
| RMSE | 224427 |
| R2 | -1.83628e-05 |
| MAPE | 1.35767 |
rmse
1.3 seconds
| Metric | Score |
|---|---|
| MAE | 13897.9 |
| MSE | 4.25695e+08 |
| RMSE | 20632.4 |
| R2 | 0.991548 |
| MAPE | 0.0502694 |
rmse
3.3 seconds
| Metric | Score |
|---|---|
| MAE | 12605 |
| MSE | 3.58086e+08 |
| RMSE | 18923.2 |
| R2 | 0.99289 |
| MAPE | 0.0454964 |
rmse
1.6 seconds
| Metric | Score |
|---|---|
| MAE | 13014.1 |
| MSE | 3.97098e+08 |
| RMSE | 19927.3 |
| R2 | 0.992116 |
| MAPE | 0.0472738 |
rmse
3.0 seconds
| Metric | Score |
|---|---|
| MAE | 12393.2 |
| MSE | 3.49632e+08 |
| RMSE | 18698.5 |
| R2 | 0.993058 |
| MAPE | 0.0447555 |
rmse
3.0 seconds
| Metric | Score |
|---|---|
| MAE | 12458.6 |
| MSE | 3.47791e+08 |
| RMSE | 18649.2 |
| R2 | 0.993095 |
| MAPE | 0.045843 |
rmse
2.1 seconds
| Metric | Score |
|---|---|
| MAE | 12463.8 |
| MSE | 3.61222e+08 |
| RMSE | 19005.8 |
| R2 | 0.992828 |
| MAPE | 0.0453717 |
rmse
28.5 seconds
| Metric | Score |
|---|---|
| MAE | 12920.5 |
| MSE | 3.59326e+08 |
| RMSE | 18955.9 |
| R2 | 0.992866 |
| MAPE | 0.0465471 |
rmse
29.7 seconds
| Metric | Score |
|---|---|
| MAE | 14032.7 |
| MSE | 4.4004e+08 |
| RMSE | 20977.1 |
| R2 | 0.991263 |
| MAPE | 0.0497947 |
rmse
26.6 seconds
| Metric | Score |
|---|---|
| MAE | 13957.6 |
| MSE | 3.99173e+08 |
| RMSE | 19979.3 |
| R2 | 0.992075 |
| MAPE | 0.0524651 |
rmse
7.4 seconds
| Metric | Score |
|---|---|
| MAE | 16581 |
| MSE | 5.85427e+08 |
| RMSE | 24195.6 |
| R2 | 0.988377 |
| MAPE | 0.0594826 |
rmse
15.4 seconds
| Metric | Score |
|---|---|
| MAE | 13800.2 |
| MSE | 4.02647e+08 |
| RMSE | 20066.1 |
| R2 | 0.992006 |
| MAPE | 0.0484746 |
rmse
9.8 seconds
| Metric | Score |
|---|---|
| MAE | 13364.1 |
| MSE | 4.09331e+08 |
| RMSE | 20231.9 |
| R2 | 0.991873 |
| MAPE | 0.0477933 |
rmse
11.4 seconds
| Metric | Score |
|---|---|
| MAE | 13983.7 |
| MSE | 4.038e+08 |
| RMSE | 20094.8 |
| R2 | 0.991983 |
| MAPE | 0.0506582 |
rmse
73.9 seconds
| Metric | Score |
|---|---|
| MAE | 13310.2 |
| MSE | 3.70699e+08 |
| RMSE | 19253.6 |
| R2 | 0.99264 |
| MAPE | 0.0474598 |
rmse
21.3 seconds
| Metric | Score |
|---|---|
| MAE | 14576.7 |
| MSE | 4.49685e+08 |
| RMSE | 21205.8 |
| R2 | 0.991072 |
| MAPE | 0.0519336 |
rmse
91.6 seconds
| Metric | Score |
|---|---|
| MAE | 12543.6 |
| MSE | 3.22128e+08 |
| RMSE | 17947.9 |
| R2 | 0.993604 |
| MAPE | 0.0474536 |
rmse
70.3 seconds
| Metric | Score |
|---|---|
| MAE | 11786.2 |
| MSE | 2.8713e+08 |
| RMSE | 16944.9 |
| R2 | 0.994299 |
| MAPE | 0.0439246 |
rmse
51.7 seconds
| Metric | Score |
|---|---|
| MAE | 11406.4 |
| MSE | 2.76164e+08 |
| RMSE | 16618.2 |
| R2 | 0.994517 |
| MAPE | 0.0424528 |
rmse
70.7 seconds
| Metric | Score |
|---|---|
| MAE | 11829.3 |
| MSE | 2.86055e+08 |
| RMSE | 16913.2 |
| R2 | 0.994321 |
| MAPE | 0.0423429 |
rmse
138.8 seconds
| Metric | Score |
|---|---|
| MAE | 11956.2 |
| MSE | 3.00742e+08 |
| RMSE | 17341.9 |
| R2 | 0.994029 |
| MAPE | 0.0455579 |
rmse
1.9 seconds
| Metric | Score |
|---|---|
| MAE | 20770.1 |
| MSE | 8.24839e+08 |
| RMSE | 28720 |
| R2 | 0.983623 |
| MAPE | 0.0878189 |
rmse
2.9 seconds
| Metric | Score |
|---|---|
| MAE | 26136.1 |
| MSE | 1.32059e+09 |
| RMSE | 36339.9 |
| R2 | 0.97378 |
| MAPE | 0.117282 |
rmse
2.2 seconds
| Metric | Score |
|---|---|
| MAE | 17933.5 |
| MSE | 7.04973e+08 |
| RMSE | 26551.3 |
| R2 | 0.986003 |
| MAPE | 0.0712926 |
rmse
6.9 seconds
| Metric | Score |
|---|---|
| MAE | 18953.1 |
| MSE | 7.38773e+08 |
| RMSE | 27180.4 |
| R2 | 0.985332 |
| MAPE | 0.0734706 |
rmse
2.6 seconds
| Metric | Score |
|---|---|
| MAE | 16544.4 |
| MSE | 5.73094e+08 |
| RMSE | 23939.4 |
| R2 | 0.988622 |
| MAPE | 0.0644877 |
rmse
4.8 seconds
| Metric | Score |
|---|---|
| MAE | 17851.4 |
| MSE | 7.06319e+08 |
| RMSE | 26576.7 |
| R2 | 0.985976 |
| MAPE | 0.0688262 |
rmse
3.7 seconds
| Metric | Score |
|---|---|
| MAE | 12583 |
| MSE | 3.5084e+08 |
| RMSE | 18730.7 |
| R2 | 0.993034 |
| MAPE | 0.0449127 |
rmse
6.2 seconds
| Metric | Score |
|---|---|
| MAE | 21289 |
| MSE | 9.13073e+08 |
| RMSE | 30217.1 |
| R2 | 0.981871 |
| MAPE | 0.0887706 |
rmse
2.9 seconds
| Metric | Score |
|---|---|
| MAE | 20908.1 |
| MSE | 8.83457e+08 |
| RMSE | 29723 |
| R2 | 0.982459 |
| MAPE | 0.0881689 |
rmse
6.2 seconds
| Metric | Score |
|---|---|
| MAE | 15253.3 |
| MSE | 4.80251e+08 |
| RMSE | 21914.6 |
| R2 | 0.990465 |
| MAPE | 0.0597959 |
rmse
4.6 seconds
| Metric | Score |
|---|---|
| MAE | 15130.9 |
| MSE | 4.78736e+08 |
| RMSE | 21880 |
| R2 | 0.990495 |
| MAPE | 0.0592311 |
rmse
3.2 seconds
| Metric | Score |
|---|---|
| MAE | 22432.8 |
| MSE | 9.42908e+08 |
| RMSE | 30706.8 |
| R2 | 0.981279 |
| MAPE | 0.100899 |
rmse
4.4 seconds
| Metric | Score |
|---|---|
| MAE | 25142.1 |
| MSE | 1.20455e+09 |
| RMSE | 34706.7 |
| R2 | 0.976084 |
| MAPE | 0.120165 |
rmse
5.2 seconds
| Metric | Score |
|---|---|
| MAE | 17230.9 |
| MSE | 6.1659e+08 |
| RMSE | 24831.2 |
| R2 | 0.987758 |
| MAPE | 0.0662097 |
rmse
3.0 seconds
| Metric | Score |
|---|---|
| MAE | 18184.9 |
| MSE | 6.59804e+08 |
| RMSE | 25686.7 |
| R2 | 0.9869 |
| MAPE | 0.0706061 |
rmse
4.8 seconds
| Metric | Score |
|---|---|
| MAE | 16199.8 |
| MSE | 5.57285e+08 |
| RMSE | 23606.9 |
| R2 | 0.988935 |
| MAPE | 0.0617409 |
rmse
3.1 seconds
| Metric | Score |
|---|---|
| MAE | 16391 |
| MSE | 5.71136e+08 |
| RMSE | 23898.4 |
| R2 | 0.98866 |
| MAPE | 0.0623002 |
rmse
3.5 seconds
| Metric | Score |
|---|---|
| MAE | 22542.2 |
| MSE | 9.54538e+08 |
| RMSE | 30895.6 |
| R2 | 0.981048 |
| MAPE | 0.102921 |
rmse
23.6 seconds
| Metric | Score |
|---|---|
| MAE | 13534.8 |
| MSE | 3.48286e+08 |
| RMSE | 18662.4 |
| R2 | 0.993085 |
| MAPE | 0.0511212 |
rmse
3.5 seconds
| Metric | Score |
|---|---|
| MAE | 22175.1 |
| MSE | 9.27624e+08 |
| RMSE | 30456.9 |
| R2 | 0.981583 |
| MAPE | 0.0992769 |
rmse
10.4 seconds
| Metric | Score |
|---|---|
| MAE | 16030.8 |
| MSE | 5.32544e+08 |
| RMSE | 23076.9 |
| R2 | 0.989427 |
| MAPE | 0.060828 |
rmse
3.8 seconds
| Metric | Score |
|---|---|
| MAE | 16013.8 |
| MSE | 5.36353e+08 |
| RMSE | 23159.3 |
| R2 | 0.989351 |
| MAPE | 0.0607257 |
rmse
5.5 seconds
| Metric | Score |
|---|---|
| MAE | 11747.5 |
| MSE | 3.02691e+08 |
| RMSE | 17398 |
| R2 | 0.99399 |
| MAPE | 0.041931 |
rmse
56.9 seconds
| Metric | Score |
|---|---|
| MAE | 11963.3 |
| MSE | 2.81949e+08 |
| RMSE | 16791.3 |
| R2 | 0.994402 |
| MAPE | 0.0445417 |
rmse
106.8 seconds
| Metric | Score |
|---|---|
| MAE | 12087.7 |
| MSE | 3.00197e+08 |
| RMSE | 17326.2 |
| R2 | 0.99404 |
| MAPE | 0.0439434 |
rmse
51.0 seconds
| Metric | Score |
|---|---|
| MAE | 11682 |
| MSE | 2.808e+08 |
| RMSE | 16757.1 |
| R2 | 0.994425 |
| MAPE | 0.0443362 |
rmse
96.5 seconds
| Metric | Score |
|---|---|
| MAE | 11916.8 |
| MSE | 3.0179e+08 |
| RMSE | 17372.1 |
| R2 | 0.994008 |
| MAPE | 0.0439574 |
rmse
6.4 seconds
| Metric | Score |
|---|---|
| MAE | 12160 |
| MSE | 3.11832e+08 |
| RMSE | 17658.8 |
| R2 | 0.993809 |
| MAPE | 0.0436642 |
rmse
6.9 seconds
| Metric | Score |
|---|---|
| MAE | 11901.1 |
| MSE | 3.0128e+08 |
| RMSE | 17357.4 |
| R2 | 0.994018 |
| MAPE | 0.0432917 |
rmse
43.1 seconds
| Metric | Score |
|---|---|
| MAE | 12293 |
| MSE | 3.0515e+08 |
| RMSE | 17468.5 |
| R2 | 0.993941 |
| MAPE | 0.0474825 |
rmse
5.2 seconds
| Metric | Score |
|---|---|
| MAE | 21801 |
| MSE | 9.53115e+08 |
| RMSE | 30872.6 |
| R2 | 0.981076 |
| MAPE | 0.0899482 |
rmse
179.6 seconds
| Metric | Score |
|---|---|
| MAE | 12132.3 |
| MSE | 3.13234e+08 |
| RMSE | 17698.4 |
| R2 | 0.993781 |
| MAPE | 0.0460602 |
rmse
3.2 seconds
| Metric | Score |
|---|---|
| MAE | 12458.6 |
| MSE | 3.47791e+08 |
| RMSE | 18649.2 |
| R2 | 0.993095 |
| MAPE | 0.045843 |
rmse
3.2 seconds
| Metric | Score |
|---|---|
| MAE | 12393.2 |
| MSE | 3.49632e+08 |
| RMSE | 18698.5 |
| R2 | 0.993058 |
| MAPE | 0.0447555 |
rmse
3.2 seconds
| Metric | Score |
|---|---|
| MAE | 12393.2 |
| MSE | 3.49632e+08 |
| RMSE | 18698.5 |
| R2 | 0.993058 |
| MAPE | 0.0447555 |
rmse
2.0 seconds
| Metric | Score |
|---|---|
| MAE | 12736.3 |
| MSE | 3.56306e+08 |
| RMSE | 18876.1 |
| R2 | 0.992926 |
| MAPE | 0.0475962 |
rmse
4.8 seconds
| Metric | Score |
|---|---|
| MAE | 15421.8 |
| MSE | 4.89114e+08 |
| RMSE | 22115.9 |
| R2 | 0.990289 |
| MAPE | 0.0602027 |
rmse
8.4 seconds
| Metric | Score |
|---|---|
| MAE | 15062.2 |
| MSE | 4.75658e+08 |
| RMSE | 21809.6 |
| R2 | 0.990556 |
| MAPE | 0.0595957 |
rmse
4.3 seconds
| Metric | Score |
|---|---|
| MAE | 15523.9 |
| MSE | 5.08154e+08 |
| RMSE | 22542.3 |
| R2 | 0.989911 |
| MAPE | 0.0597116 |
rmse
2.3 seconds
| Metric | Score |
|---|---|
| MAE | 16051.4 |
| MSE | 5.34935e+08 |
| RMSE | 23128.7 |
| R2 | 0.989379 |
| MAPE | 0.0624909 |
rmse
6.8 seconds
| Metric | Score |
|---|---|
| MAE | 16393.8 |
| MSE | 5.55962e+08 |
| RMSE | 23578.8 |
| R2 | 0.988962 |
| MAPE | 0.0620802 |
rmse
2.7 seconds
| Metric | Score |
|---|---|
| MAE | 21560.1 |
| MSE | 8.7781e+08 |
| RMSE | 29627.9 |
| R2 | 0.982572 |
| MAPE | 0.0957245 |
rmse
4.2 seconds
| Metric | Score |
|---|---|
| MAE | 16205 |
| MSE | 5.51441e+08 |
| RMSE | 23482.8 |
| R2 | 0.989051 |
| MAPE | 0.0611846 |
rmse
4.6 seconds
| Metric | Score |
|---|---|
| MAE | 16760.1 |
| MSE | 6.02131e+08 |
| RMSE | 24538.4 |
| R2 | 0.988045 |
| MAPE | 0.0650778 |
rmse
2.8 seconds
| Metric | Score |
|---|---|
| MAE | 17041.1 |
| MSE | 6.22455e+08 |
| RMSE | 24949.1 |
| R2 | 0.987642 |
| MAPE | 0.0664452 |
rmse
4.8 seconds
| Metric | Score |
|---|---|
| MAE | 11595.3 |
| MSE | 2.83669e+08 |
| RMSE | 16842.5 |
| R2 | 0.994368 |
| MAPE | 0.0419439 |
rmse
5.7 seconds
| Metric | Score |
|---|---|
| MAE | 11754.1 |
| MSE | 2.88459e+08 |
| RMSE | 16984.1 |
| R2 | 0.994273 |
| MAPE | 0.0420854 |
rmse
39.6 seconds
| Metric | Score |
|---|---|
| MAE | 11875.4 |
| MSE | 2.76528e+08 |
| RMSE | 16629.1 |
| R2 | 0.99451 |
| MAPE | 0.0454776 |
rmse
42.5 seconds
| Metric | Score |
|---|---|
| MAE | 11387.2 |
| MSE | 2.65959e+08 |
| RMSE | 16308.2 |
| R2 | 0.99472 |
| MAPE | 0.041986 |
rmse
5.5 seconds
| Metric | Score |
|---|---|
| MAE | 11693.1 |
| MSE | 2.85668e+08 |
| RMSE | 16901.7 |
| R2 | 0.994328 |
| MAPE | 0.0429783 |
rmse
4.8 seconds
| Metric | Score |
|---|---|
| MAE | 11937.4 |
| MSE | 2.94057e+08 |
| RMSE | 17148.1 |
| R2 | 0.994162 |
| MAPE | 0.0437093 |
rmse
4.9 seconds
| Metric | Score |
|---|---|
| MAE | 11703.4 |
| MSE | 2.74257e+08 |
| RMSE | 16560.7 |
| R2 | 0.994555 |
| MAPE | 0.0429881 |
rmse
2.8 seconds
| Metric | Score |
|---|---|
| MAE | 13131.5 |
| MSE | 3.91173e+08 |
| RMSE | 19778.1 |
| R2 | 0.992233 |
| MAPE | 0.0465807 |
rmse
6.3 seconds
| Metric | Score |
|---|---|
| MAE | 11766.3 |
| MSE | 2.96908e+08 |
| RMSE | 17231 |
| R2 | 0.994105 |
| MAPE | 0.0427064 |
rmse
2.6 seconds
| Metric | Score |
|---|---|
| MAE | 12184.4 |
| MSE | 3.25195e+08 |
| RMSE | 18033.2 |
| R2 | 0.993543 |
| MAPE | 0.0449436 |
rmse
2.7 seconds
| Metric | Score |
|---|---|
| MAE | 12649.2 |
| MSE | 3.44768e+08 |
| RMSE | 18567.9 |
| R2 | 0.993155 |
| MAPE | 0.0470497 |
rmse
2.7 seconds
| Metric | Score |
|---|---|
| MAE | 12184.4 |
| MSE | 3.25195e+08 |
| RMSE | 18033.2 |
| R2 | 0.993543 |
| MAPE | 0.0449436 |
rmse
2.7 seconds
| Metric | Score |
|---|---|
| MAE | 12649.2 |
| MSE | 3.44768e+08 |
| RMSE | 18567.9 |
| R2 | 0.993155 |
| MAPE | 0.0470497 |
rmse
2.1 seconds
| Metric | Score |
|---|---|
| MAE | 12609.4 |
| MSE | 3.6275e+08 |
| RMSE | 19046 |
| R2 | 0.992798 |
| MAPE | 0.0450959 |
rmse
10.2 seconds
| Metric | Score |
|---|---|
| MAE | 15160 |
| MSE | 4.81392e+08 |
| RMSE | 21940.7 |
| R2 | 0.990442 |
| MAPE | 0.0605113 |
rmse
4.9 seconds
| Metric | Score |
|---|---|
| MAE | 15667.1 |
| MSE | 5.10957e+08 |
| RMSE | 22604.4 |
| R2 | 0.989855 |
| MAPE | 0.0594631 |
rmse
4.3 seconds
| Metric | Score |
|---|---|
| MAE | 15484.8 |
| MSE | 5.07856e+08 |
| RMSE | 22535.7 |
| R2 | 0.989917 |
| MAPE | 0.0595547 |
rmse
2.6 seconds
| Metric | Score |
|---|---|
| MAE | 13443.6 |
| MSE | 3.94654e+08 |
| RMSE | 19865.9 |
| R2 | 0.992164 |
| MAPE | 0.0486535 |
rmse
1.8 seconds
| Metric | Score |
|---|---|
| MAE | 12572.8 |
| MSE | 3.49344e+08 |
| RMSE | 18690.7 |
| R2 | 0.993064 |
| MAPE | 0.0461425 |
| Model | Weight |
|---|---|
| 10_Xgboost | 2 |
| 13_Xgboost_categorical_mix_GoldenFeatures_SelectedFeatures | 14 |
| 33_CatBoost_KMeansFeatures | 10 |
| 35_RandomForest | 3 |
| 55_CatBoost_GoldenFeatures | 1 |
| 75_CatBoost_GoldenFeatures | 3 |
| 76_CatBoost_GoldenFeatures_SelectedFeatures | 35 |
| 79_Xgboost_GoldenFeatures | 23 |
| 82_LightGBM | 5 |
| Metric | Score |
|---|---|
| MAE | 10839.7 |
| MSE | 2.38442e+08 |
| RMSE | 15441.6 |
| R2 | 0.995266 |
| MAPE | 0.0399601 |